Analytics

• Predictive Modeling
  • Decision Trees
    • DecisionTreeClassifier
      • DecisionTreeClassifier.fit()
      • DecisionTreeClassifier.predict()
  • KMeans
    • KMeans
      • KMeans.fit()
      • KMeans.predict()
      • KMeans.score()
  • KNN
    • KNeighborsClassifier
      • KNeighborsClassifier.conf_matrix()
      • KNeighborsClassifier.fit()
      • KNeighborsClassifier.predict()
      • KNeighborsClassifier.score()
  • Linear Regression
    • LinearRegression
      • LinearRegression.fit()
  • Naive Bayes
    • NaiveBayesClassifier
      • NaiveBayesClassifier.fit()
      • NaiveBayesClassifier.predict()
  • Regression Trees
    • DecisionTreeRegressor
      • DecisionTreeRegressor.fit()
      • DecisionTreeRegressor.predict()
  • Association Rules
    • ARule
      • ARule.fit()
      • ARule.predict()
  • Bisecting KMeans
    • BisectingKMeans
      • BisectingKMeans.fit()
      • BisectingKMeans.predict()
      • BisectingKMeans.score()
  • Two Step Clustering
    • TwoStepClustering
      • TwoStepClustering.fit()
      • TwoStepClustering.predict()
      • TwoStepClustering.score()
  • Time Series Forecasting
    • TimeSeries
      • TimeSeries.fit_predict()
  • Tree Bayesian Networks
    • BinaryTreeBayesNetwork
    • MultiTreeBayesNetwork
      • MultiTreeBayesNetwork.fit()
    • TreeAgumentedNetwork
      • TreeAgumentedNetwork.fit()
    • TreeBayesNetwork
      • TreeBayesNetwork.fit()
      • TreeBayesNetwork.predict()
      • TreeBayesNetwork.score()
    • TreeBayesNetwork1G
      • TreeBayesNetwork1G.grow()
    • TreeBayesNetwork1G2P
      • TreeBayesNetwork1G2P.grow()
    • TreeBayesNetwork2G
      • TreeBayesNetwork2G.grow()
    • TreeBayesNetworkBase
  • Generalized Linear Models
    • BernoulliRegressor
    • BinomialRegressor
    • GLM
      • GLM.fit()
      • GLM.predict()
    • GammaRegressor
    • GaussianRegressor
    • NegativeBinomialRegressor
    • PoissonRegressor
    • WaldRegressor
  • Classification base module
    • Classification
      • Classification.conf_matrix()
      • Classification.cross_validation()
      • Classification.predict()
      • Classification.score()
  • Regression base module
    • Regression
      • Regression.predict()
      • Regression.score()
      • Regression.score_all()
  • Predictive Modeling base module
    • PredictiveModeling
      • PredictiveModeling.describe()
• Data Exploration
  • Data Distribution
    • bitable()
    • histogram()
    • moments()
    • outliers()
    • quantile()
    • unitable()
  • Relations Identification
    • anova_crd_test()
    • anova_rbd_test()
    • canonical_corr()
    • chisq()
    • corr()
    • cov()
    • covariance_matrix()
    • manova_one_way_test()
    • manova_two_way_test()
    • mutual_info()
    • mww_test()
    • spearman_corr()
    • t_ls_test()
    • t_me_test()
    • t_pmd_test()
    • t_umd_test()
    • wilcoxon_test()
• Data Transformation
  • Discretization
    • Discretization
      • Discretization.apply()
      • Discretization.fit()
    • EFDisc
    • EMDisc
    • EWDisc
    • ef_disc()
    • em_disc()
    • ew_disc()
  • Data Preparation
    • impute_data()
    • random_sample()
    • std_norm()
    • train_test_split()